Janakiram MSV writes that a new category of "decision models" has standardized around TypeSafe AI's System One API schema within three weeks of its launch. These lightweight, non-generative models return structured, probability-weighted answers to typed questions rather than prose, functioning as an "if statement" to route requests, gate tool calls, or provide fallback logic for LLM agents. While AWS, Upstage, Ollama, and Perplexity have aligned with the System One contract to allow for portable, inexpensive code-level interoperability, OpenAI has opted out with its own proprietary Decisions API, mirroring the historical standardization pattern of LLM APIs. However, researchers have demonstrated that an adversarial optimizer can easily redirect these models toward wrong answers by adding short, natural-looking context, meaning reliability depends on rigorous calibration and safeguards rather than just API convergence.
- Decision models use only three question types: "choice," "score," and "noul" (yes/no).
- Open-weight implementations often bypass autoregressive decoding by using a small readout head to score options in a single pass.
- AWS's Strands Decider achieves a median response time of 115 milliseconds per question on an RTX 3090.
- A USC study found that adding context of a median length of 31 words can redirect 61.4% of initially correct Jev decisions.
- Decision models use only three question types: "choice," "score," and "noul" (yes/no).
- Open-weight implementations often bypass autoregressive decoding by using a small readout head to score options in a single pass.
- AWS's Strands Decider achieves a median response time of 115 milliseconds per question on an RTX 3090.
- A USC study found that adding context of a median length of 31 words can redirect 61.4% of initially correct Jev decisions.
Silvio Werner writes that Banana Pi has announced the BPI-CM7, a compact compute module intended as an alternative to Raspberry Pi compute modules. It is not a standalone board and requires a carrier board, which makes it well suited for ultra-compact custom devices that only need a few breakout interfaces. It uses an Allwinner H618 with four Cortex-A53 cores and an ARM Mali-G31 GPU, and pricing and availability have not been announced.
- 55 x 40 mm form factor with two 100-pin high-density connectors
- Confirmed variant has 2 GB LPDDR4 and 32 GB eMMC
- Integrated Wi-Fi 5 and Bluetooth 5.0
- Supports 100 Mbps Fast Ethernet and USB 2.0
- Exposes GPIO, UART, SPI and draws power from 5 V
- 55 x 40 mm form factor with two 100-pin high-density connectors
- Confirmed variant has 2 GB LPDDR4 and 32 GB eMMC
- Integrated Wi-Fi 5 and Bluetooth 5.0
- Supports 100 Mbps Fast Ethernet and USB 2.0
- Exposes GPIO, UART, SPI and draws power from 5 V
Jeff Shrager writes travel-style close readings of landmark programs — each guide treats one famous piece of historic source code the way a good guidebook treats a city, starting with a map, then touring the major regions, then flagging the details a casual visitor would miss. The repository currently covers three programs: the 1963 Logic Theorist, ELIZA, and SHRDLU, each presented in a standardized format that assumes no familiarity with the original language or hardware and ends with a practical primer for reading the code yourself.
- Shrager openly states the guides were created with AI assistance and cross-checked, but likely contain errors
- A "Ground rules" section requires that behavioral claims be checkable against the quoted source, provenance of each source file be stated up front, and modern analogies be explicitly labeled as analogies rather than implied as lineage
- Contributions are welcomed, with corrections for factual errors and misread code especially encouraged
- Shrager openly states the guides were created with AI assistance and cross-checked, but likely contain errors
- A "Ground rules" section requires that behavioral claims be checkable against the quoted source, provenance of each source file be stated up front, and modern analogies be explicitly labeled as analogies rather than implied as lineage
- Contributions are welcomed, with corrections for factual errors and misread code especially encouraged
Gregor Žunič writes a minimal browser-agent framework built around a dynamic, indexed action space and a single TypeSafe request per decision cycle.
The agent reads structured DOM state rather than screenshots, pairs one network round trip with speculative operation and target heads, and invokes a small LLM only for `TYPE_TEXT`.
The flagship Google Flights example completes a natural-language search in roughly seven seconds with a median 25% reduction in task time and an order-of-magnitude drop in browser protocol calls.
- The repo is primarily Python (~58%) with supporting HTML, JavaScript, and CSS.
- It connects to Chrome through Browser Harness and uses a Browser Use Cloud waitlist for hosted deployments.
- Model output never becomes raw selectors, coordinates, shell commands, or executable JavaScript.
- The text helper supports OpenRouter-compatible models such as Gemini, GLM, and DeepSeek.
- The MVP still lacks support for shadow roots, frames, canvas, uploads, pop-up tabs, and arbitrary keyboard widgets.
The agent reads structured DOM state rather than screenshots, pairs one network round trip with speculative operation and target heads, and invokes a small LLM only for `TYPE_TEXT`.
The flagship Google Flights example completes a natural-language search in roughly seven seconds with a median 25% reduction in task time and an order-of-magnitude drop in browser protocol calls.
- The repo is primarily Python (~58%) with supporting HTML, JavaScript, and CSS.
- It connects to Chrome through Browser Harness and uses a Browser Use Cloud waitlist for hosted deployments.
- Model output never becomes raw selectors, coordinates, shell commands, or executable JavaScript.
- The text helper supports OpenRouter-compatible models such as Gemini, GLM, and DeepSeek.
- The MVP still lacks support for shadow roots, frames, canvas, uploads, pop-up tabs, and arbitrary keyboard widgets.
Coolify is an open-source, self-hostable PaaS that lets you deploy applications, databases, and services on your own servers with just an SSH connection, positioning itself as an alternative to Heroku, Netlify, and Vercel. The platform supports deploying from GitHub, GitLab, Bitbucket, or Gitea using multiple build methods, manages 300+ one-click services, and handles networking, backups, and monitoring. It can be installed with a single curl command and offers both a free self-hosted option and a paid Coolify Cloud service.
- 62.8k stars, 5.6k forks, 694 contributors, and 710 releases on GitHub
- Built primarily in PHP (82.4%) with Blade, using Laravel and Svelte
- Apache-2.0 licensed and described as "free forever" with no feature behind a paywall
- Supports deploying to any SSH-accessible server including VPS, bare-metal, or Raspberry Pi
- Integrates with Claude Code and other AI tools via MCP, with agent skills configured in the repo
- 62.8k stars, 5.6k forks, 694 contributors, and 710 releases on GitHub
- Built primarily in PHP (82.4%) with Blade, using Laravel and Svelte
- Apache-2.0 licensed and described as "free forever" with no feature behind a paywall
- Supports deploying to any SSH-accessible server including VPS, bare-metal, or Raspberry Pi
- Integrates with Claude Code and other AI tools via MCP, with agent skills configured in the repo
Bobby Borisov writes that tmux 3.8 enhances the terminal multiplexer with expanded floating pane capabilities, including mouse and command-based movement, resizing, and layout swapping, alongside modal panes that temporarily block interaction with other panes. The release adds built-in light and dark themes that can automatically match terminal preferences, plus a new fuzzy switcher for faster window and session navigation.
- Modal panes can be configured to close on click-outside or Escape
- The hooks system was redesigned around events, adding triggers for pane activity, resizing, session changes, and window operations
- Layout definitions now use a JSON-based format while remaining backward-compatible
- Floating panes are planned to fully replace traditional popups in tmux 3.9
- Modal panes can be configured to close on click-outside or Escape
- The hooks system was redesigned around events, adding triggers for pane activity, resizing, session changes, and window operations
- Layout definitions now use a JSON-based format while remaining backward-compatible
- Floating panes are planned to fully replace traditional popups in tmux 3.9
OffGridPete writes that Fieldwatch is a passive, receive-only Android app that listens for nearby Wi-Fi access points and Bluetooth LE advertisements to help users identify radio sources around them. Built as a personal hobby tool, it runs entirely offline with no account, no backend server, and no dongle. The app was originally named Spectre but was renamed to avoid confusion with another existing app, and it is distributed as a sideload APK under the MIT License.
- Includes an extensible signature library for identifying radio sources
- Features GPS co-travel detection ("possible tail") and a Debrief report
- Privacy mode can mask Remote IDs on-screen while full coordinates are retained in logs
- Not capable of capturing Wi-Fi probe frames, Bluetooth Classic, cellular, or direction-finding data
- Includes an extensible signature library for identifying radio sources
- Features GPS co-travel detection ("possible tail") and a Debrief report
- Privacy mode can mask Remote IDs on-screen while full coordinates are retained in logs
- Not capable of capturing Wi-Fi probe frames, Bluetooth Classic, cellular, or direction-finding data
Nick Indge writes that Let's Encrypt is reducing free SSL/TLS certificate lifetimes from 90 to 64 days on February 10, 2027, a move designed to push web administrators toward full ACME automation and ACME Renewal Information rather than hardcoded renewal intervals. A testing period begins October 14, giving operators roughly four months to audit scripts and update hardcoded renewal targets (such as 83, 80, or 60 days) before certificates begin expiring unexpectedly.
- 45-day certificate defaults are planned for 2028.
- Authorization reuse periods will shrink from 30 days to 10 days, eventually reaching seven hours by 2028.
- The shortening timeline aims to eliminate the need for CAA rechecks and reduce damage from compromised or misassigned keys.
- 45-day certificate defaults are planned for 2028.
- Authorization reuse periods will shrink from 30 days to 10 days, eventually reaching seven hours by 2028.
- The shortening timeline aims to eliminate the need for CAA rechecks and reduce damage from compromised or misassigned keys.
ShenSeanChen writes about waku-agent, a local-first LLM agent harness built as an open-source Python package that lets users own the entire loop, memory, and eval pipeline in readable code. The project pairs a ~95-line reasoning loop with a SQLite-backed memory schema, a retrieval gate, and a release gate backed by deterministic tests and LLM-as-judge, and it ships a local dashboard for watching every message flow. Core `waku/` code is MIT-licensed and installable from PyPI, while the hosted platform lives in `hosted/` under Elastic License 2.0 so nobody can resell it as a managed service.
- The author is also building the commercial startup AutoManus.io, a sales-lead manager for made-to-order products, and AutoManus Technologies holds the Waku brand and design system under a separate brand license.
- Waku Memory is a hosted memory service at waku.one that the agent can share with Claude Code, Codex, Grok Bot, and Hermes through MCP.
- The repo includes a `treg` connector for pulling live research data from a personal treg account during agent turns.
- The `lab/` directory holds the video experiments comparing Waku against other agent harnesses and models, including Grok Bot and Meta's Muse agent.
- Recent commits add a trim step that shortens long already-read tool results to keep token spend down, and a final-answer pass that answers from what a turn already gathered when it hits the iteration limit.
- The author is also building the commercial startup AutoManus.io, a sales-lead manager for made-to-order products, and AutoManus Technologies holds the Waku brand and design system under a separate brand license.
- Waku Memory is a hosted memory service at waku.one that the agent can share with Claude Code, Codex, Grok Bot, and Hermes through MCP.
- The repo includes a `treg` connector for pulling live research data from a personal treg account during agent turns.
- The `lab/` directory holds the video experiments comparing Waku against other agent harnesses and models, including Grok Bot and Meta's Muse agent.
- Recent commits add a trim step that shortens long already-read tool results to keep token spend down, and a final-answer pass that answers from what a turn already gathered when it hits the iteration limit.
A modern Emacs package that provides visual styling for Markdown buffers, operating as a fork of the mark-graf project. It renders Markdown elements inline using text properties and overlays, revealing raw markup only under the cursor to facilitate in-place editing without switching views. The project enforces a Tree-sitter parsing requirement, eliminates previous fallbacks, and introduces viewport-driven rendering to maintain responsiveness in large documents.
